Private analytics via zero-trust aggregation (opens in new tab)

By processing data locally, on-device AI can provide enhanced protection and timely alerts while keeping user information private. For example, Android uses a system called SafetyCore to provide privacy-preserving on-device features and common infrastructure to protect users from unwanted content. When developing on-device technologies, teams need to understand how well their systems work across millions of individual smartphones, each with unique data distributions, varying hardware constrai...